pymc-devs/pytensor: rel-3.1.0

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<!-- Release notes generated using configuration in .github/release.yml at main --> What's Changed Major Changes 🛠 Drop support for Python 3.11 by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2211 Rewrite ShapeFeature to not hold live variables by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2056 Remove symbolic axis from join/split by @jessegrabowski in https://github.com/pymc-devs/pytensor/pull/2144 Deprecate implicit shared-variable capture in OpFromGraph by @alessandrogentili001 in https://github.com/pymc-devs/pytensor/pull/2047 Make inner graph Ops immutable by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2243 New Features 🎉 Add asumption for unique indices by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2225 Bugfixes 🐛 Fix until scan gradient step count with recurring outputs by @jessegrabowski in https://github.com/pymc-devs/pytensor/pull/2217 Fix assumption bug with (1,1) eye by @jessegrabowski in https://github.com/pymc-devs/pytensor/pull/2224 Fix ScanMerge cycle by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2226 Fix numba blockwise layout inference by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2234 Fix MLX variadic Elemwise crash on broadcast-shaped inputs by @cetagostini in https://github.com/pymc-devs/pytensor/pull/2235 Make exp/log rewrites dtype-safe under cast_policy="numpy+floatX" by @maresb in https://github.com/pymc-devs/pytensor/pull/2247 Fix MLX IncSubtensor with slice index by @cetagostini in https://github.com/pymc-devs/pytensor/pull/2240 Keep _make_scalar_loop updates dtype-stable by @maresb in https://github.com/pymc-devs/pytensor/pull/2249 Accumulate duplicate indices in MLX AdvancedIncSubtensor by @cetagostini in https://github.com/pymc-devs/pytensor/pull/2242 Numba scan: fix invalid cross alias and inplace by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2263 Documentation 📖 Expand documentation on broadcasting limitations by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2084 Tiny transformer LLM example by @cetagostini in https://github.com/pymc-devs/pytensor/pull/2163 Maintenance 🔧 Numba: Cache cython-special functions by @jessegrabowski in https://github.com/pymc-devs/pytensor/pull/2212 Add MLX GEMV dispatch by @drbenvincent in https://github.com/pymc-devs/pytensor/pull/2214 Add MLX GER dispatch by @drbenvincent in https://github.com/pymc-devs/pytensor/pull/2216 Numba: Speedup RV eval by casting float parameters to float64 by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2223 Do not recompile identical OFG in same graph by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2209 Exclude general fusion from JAX and MLX modes by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2236 Fix local_log_div float64 precision loss for integer-literal operands by @maresb in https://github.com/pymc-devs/pytensor/pull/2245 Fix MLX Shape_i output type by @gaoflow in https://github.com/pymc-devs/pytensor/pull/2230 Refactor BLAS code by @jessegrabowski in https://github.com/pymc-devs/pytensor/pull/2049 Generalize local_sum_prod_alloc by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2198 Fold variadic Add/Mul in JAX and PyTorch backends instead of stacking by @cetagostini in https://github.com/pymc-devs/pytensor/pull/2238 Add gradient (pullback) to Min Op by @hermesdt in https://github.com/pymc-devs/pytensor/pull/2253 Fix MLX Metal codegen crash on NaN scalar constants by @cetagostini in https://github.com/pymc-devs/pytensor/pull/2239 Enforce AdvancedIncSubtensor1 runtime-broadcast check on MLX backend by @cetagostini in https://github.com/pymc-devs/pytensor/pull/2241 Numba scan: Allow inplacing on discarded mit-mot by @ricardoV94 in https://github.com/pymc-devs/pytensor/pull/2266 New Contributors @drbenvincent made their first contribution in https://github.com/pymc-devs/pytensor/pull/2214 @gaoflow made their first contribution in https://github.com/pymc-devs/pytensor/pull/2230 @hermesdt made their first contribution in https://github.com/pymc-devs/pytensor/pull/2253 Full Changelog: https://github.com/pymc-devs/pytensor/compare/rel-3.0.5...rel-3.1.0

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